{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶饼图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "import matplotlib as mpl\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti']  #设置中文\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "cn_font = mpl.font_manager.FontProperties(fname = '阿里巴巴普惠体 M.ttf') \n",
    "cn_font1 = mpl.font_manager.FontProperties(fname = '思源黑体 CN Heavy.otf') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 439,
       "width": 484
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4),dpi=100)\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "sizes = [22951,9853,18]\n",
    "labels = ['男','女','未知'] \n",
    "colors = ['#4169E1','#FFA500','#FF0000']\n",
    "explode = [0, 0, 0]\n",
    "patches,l_text = plt.pie(sizes,\n",
    "                       colors=colors, \n",
    "                       wedgeprops = dict(width = 0.3),\n",
    "                       startangle = 0,\n",
    "                       textprops = dict(fontsize = 15),\n",
    "                       )\n",
    "ax.set_facecolor('none')\n",
    "\n",
    "plt.text(-0.5, 0.2, '69.93%', fontsize = 30,color = '#4169E1',family = 'Songti SC')\n",
    "plt.text(-0.2, -0.4, '30.02%', fontsize = 24,color = '#FF8C00',family = 'Songti SC')\n",
    "plt.text(-0.1, -0.1, '/', fontsize = 28,color = 'grey',family = 'Songti SC')\n",
    "\n",
    "\n",
    "plt.text(-1.6, 1.5, '早起Python粉丝性别分布', fontsize = 16,color = '#0000CD',family = 'Songti SC')\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "\n",
    "leg = plt.legend(patches, labels, loc=0, ncol = 3,fontsize = 7, bbox_to_anchor=(0.75, -0.05),handlelength=1, handleheight=1,prop = 'Songti SC',frameon=False)\n",
    "\n",
    "frame = leg.get_frame() \n",
    "frame.set_alpha(1) \n",
    "frame.set_facecolor('none') # 设置图例legend背景透明 \n",
    "\n",
    "for text in leg.get_texts():\n",
    "    plt.setp(text, color = 'grey')\n",
    "    \n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.set_palette(\"Blues\", 8)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5), subplot_kw=dict(aspect=\"equal\"),dpi = 100)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SongTi SC']\n",
    "\n",
    "recipe = [\"北京：3897人\",\n",
    "          \"上海：2973人\",\n",
    "          \"广州：2032人\",\n",
    "          \"深圳：1798人\",\n",
    "          \"杭州：1084人\"]\n",
    "data = [3837, 2973, 2032, 1798, 1084]\n",
    "wedges, texts = ax.pie(data, wedgeprops=dict(width=0.5,linewidth= 1,edgecolor='black'), startangle=-40)\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    ax.annotate(recipe[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y),\n",
    "                horizontalalignment=horizontalalignment, **kw)\n",
    "\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
